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    <title>Airbnb Pricing Predictions</title>

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                        <h1>About</h1>
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                        <span class="subheading">Airbnb Project Tech Stack</span>
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                <h2 class="section-heading">Airbnb Pricing Prediction</h2>
                    <p>A Statistical Model to predict the optimal Airbnb Listing price in NYC given listing information (e.g. bedrooms, type of bed, location, ratings) and taking into account seasonality data. Deployed at <a href="https://airbnb-pricing-prediction.herokuapp.com/" class="read_me_bullet">https://airbnb-pricing-prediction.herokuapp.com</a>.</p>

                <h3>Author</h3>
                <p>Samuel Lam | <a href="https://www.samuelklam.com/" class="read_me_bullet">https://www.samuelklam.com/</a>.</p>

                <h3>Data Sources</h3>
                    <ul>
                        <li><a href="http://data.beta.nyc/dataset/inside­airbnb­data/resource/9d64399b­36d6­40a9­b0bb­f26ae0d9c53f" class="read_me_bullet">Inside Airbnb Data 2015 Listing Data</a></li>
                        <li><a href="http://data.beta.nyc/dataset/inside­airbnb­data/resource/ce0cbf46­83f9­414 a­8a1d­7fd5321d83ca" class="read_me_bullet">Seasonality (Calendar) Data</a></li>
                        <li><a href="http://data.beta.nyc/dataset/inside­airbnb­data/resource/8115833e­8a0e­4af6­8aed ­4d96a0ae0b73" class="read_me_bullet">Text Analysis</a></li>
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                <h3>Technologies Used</h3>
                    <ul>
                        <li><a href="http://scikit-learn.org/stable" class="read_me_bullet">Scikit learn</a></li>
                        <li><a href="http://pandas.pydata.org/" class="read_me_bullet">Pandas</a></li>
                        <li><a href="http://www.numpy.org/" class="read_me_bullet">Numpy</a></li>
                        <li><a href="http://jupyter.org/" class="read_me_bullet">Jupyter</a></li>
                        <li><a href="http://matplotlib.org/" class="read_me_bullet">Matplotlib</a></li>
                        <li><a href="http://seaborn.pydata.org/" class="read_me_bullet">Seaborn</a></li>
                        <li><a href="https://www.scipy.org/" class="read_me_bullet">Scipy</a></li>
                        <li>Regression Models
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                                <li>Linear Regression</li>
                                <li>Ridge Regression</li>
                                <li>Lasso Regression</li>
                                <li>OMP (Orthogonal Matching Pursuit)</li>
                                <li>Elastic Net</li>
                                <li>Bayes Ridge Regression</li>
                                <li>Random Forest Regressor</li>
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